Bibliographic record
Abstract
Chapter 5, Dull Instead of Light, examines regular practitioners’ increasing efforts to disambiguate “medicine” and “quackery” in the wake of the 1868 formulation of the Hicklin test of obscenity. The first section explores how medical groups experimented with using obscenity laws as alternatives to the Medical Act (1858) to regulate medical practice. These actions’ impact on the book trade is debatable, but regular practitioners’ tireless efforts to collapse quackery and obscenity influenced new legislation governing medical advertising. The rest of the chapter examines parallel efforts to professionalize medical publishing. In advocating for limitations on medical book advertising, the use of dry, technical language in medical writing, and other changes to medical print culture, regular practitioners further sought to disambiguate “medicine” from “quackery.” The lines between popular and professional medical works had previously been blurry. The changes examined in this chapter helped cleave a growing chasm between the kinds of sexual knowledge accessible to medical and non-medical audiences.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.009 |
| Scholarly communication | 0.006 | 0.007 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.032 | 0.008 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".